MenaData helps AI teams collect, annotate, and evaluate high-quality human data across the Middle East and North Africa — including text, audio, images, video, expert knowledge, and human feedback.
Access contributors across the Middle East and North Africa.
Human review combined with automated quality control.
Collect exactly the data required for a specific model or use case.
Structured datasets, metadata, annotations, and quality reports ready for AI pipelines.
MenaData spans every core modality AI teams need to train and evaluate models — not just voice, and not just Arabic.
Arabic and multilingual text datasets for LLM training, fine-tuning, reasoning, conversations, translation, instruction tuning, and domain-specific tasks.
Speech recordings, conversations, dialect data, ASR, TTS, code-switching, call-center audio, and natural spoken language.
Real-world images from the MENA region for computer vision, OCR, retail, mapping, document AI, and visual recognition.
Human actions, real-world environments, robotics tasks, driving environments, and multimodal AI training.
Preference ranking, RLHF, response scoring, safety evaluation, cultural alignment, and AI output comparison.
High-quality data created or reviewed by professionals such as doctors, psychologists, lawyers, engineers, teachers, and accountants.
SFT datasets, reasoning traces, instruction data, multi-turn conversations, multilingual data, and domain knowledge — built for pretraining, fine-tuning, and instruction tuning pipelines.
ASR and TTS datasets, voice agent training data, conversational speech, regional dialects, and code-switching — captured from natural spoken language.
Real-world images, OCR datasets, object detection, retail environments, and document data, collected across MENA markets and formats.
Combined text, image, and video datasets built for next-generation multimodal models that reason across formats simultaneously.
Real-world video, environment scans, human actions, road and driving data, and object interaction datasets for robotics and autonomous systems.
Human-reviewed test sets covering regional data, cultural context, dialects, and real-world scenarios — used to benchmark model performance before launch.
MenaData recruits evaluators across MENA to review AI outputs — building the preference and safety data that reinforcement learning and alignment pipelines depend on.
MenaData builds expert contributor networks for specialized AI projects — professionals reviewing, correcting, or producing data in their own field.
Need 10,000 Arabic medical responses reviewed by physicians? Or legal questions validated by Arabic-speaking lawyers? MenaData helps build the right expert workforce for specialized AI datasets.
Define data type, geography, contributors, use case, volume, and quality requirements.
MenaData creates task instructions, workflows, contributor criteria, and quality rules.
Verified contributors and experts are recruited based on country, dialect, skills, and profession.
Data is collected, annotated, reviewed, and validated against project requirements.
Structured, training-ready data with metadata and quality reporting.
MenaData is building a verified contributor network across MENA, giving AI companies access to regional language, culture, environments, and expertise.
Illustrative network view — not a precise geographic projection
MenaData is building benchmarking and evaluation capability across the region's languages, dialects, and use cases.
MenaData specializes in custom data projects designed around a specific model, region, or use case.
People across the MENA region can earn money by completing data tasks for AI companies — from recording audio to reviewing AI responses.
Opportunities depend on location, language, skills, and project requirements.
Tell us about yourself and we'll reach out when a relevant project opens.
We'll be in touch when a project matching your profile opens up.
Tell us what your model needs. A member of our team will follow up to scope the project.
Thank you — our team will review your project details and follow up within 1–2 business days.
MenaData connects AI companies that need training and evaluation data with verified contributors, annotators, and domain experts across the Middle East and North Africa. We operate as data infrastructure — not a dataset marketplace — designing the workforce, workflow, and quality process behind every project.
Tell us what your model needs. MenaData will help you collect, annotate, and evaluate the human data behind it.